Ururimi AI

ALiBi Umwanya Kubogama

ALiBi.

Incamake

ALiBi. Kureka icyitegererezo cyatojwe kumyandiko migufi ikora inyongeramusaruro ndende mugihe cyo gufata umwanzuro.

Umwanya wa ALiBi Bias ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.

Kwibira cyane

Abahindura ntabwo bafite ibitekerezo byubaka byurutonde, bityo bakeneye uburyo bwo gushiraho umwanya. Uburyo bwa kera bwongeramo imyanya kuri token vectors. ALiBi, yatangijwe na Press, Smith, na Lewis mu 2021, yirukana burundu. Ahubwo, yerekana amanota yibitekerezo bitaziguye: mugihe ikibazo cyibibazo kireba urufunguzo, ALiBi ikuramo igihano kijyanye nintera iri hagati yabo. Tokens iri kure cyane ibona igihano kinini, kuburyo moderi isanzwe ikunda imiterere iri hafi. Buri mutwe wo kwitondera ubona ibihano byagenwe byagenwe, kuburyo imitwe imwe ireba mugace mugihe abandi babona kure. Kuberako kubogama nigikorwa cyintera gusa, ALiBi isimburana neza muburyo bukurikiranye kurenza uko bigaragara mumahugurwa.

Ubushishozi

Kubibazo kumwanya i nurufunguzo kumwanya wa j, ALiBi yongeraho m * (j - i) kumanota yibanze mbere ya softmax, aho m ari umutwe wihariye uhoraho (ahahanamye hagizwe na geometrike ikurikirana nka 1/2, 1/4, 1/8). Kubera ko j ari munsi cyangwa ingana na i mubitekerezo byimpamvu, iri jambo ni zeru cyangwa ribi, rihana ibimenyetso bya kure. Nta bipimo byize kandi nta gushiramo byongeweho, bityo hejuru yonyine ni matrike ibogamye.

Kumenya ALiBi Umwanya Kubogama

ALiBi. Kureka icyitegererezo cyatojwe kumyandiko migufi ikora inyongeramusaruro ndende mugihe cyo gufata umwanzuro. Umwanya wa ALiBi Bias ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata ALiBi Umwanya Bias nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.

Mu myitozo, amakipe akomeye akoresha ALiBi Umwanya Bias igishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.

Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.

Ingaruka z'Ingamba

Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.

Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Yagura uburyo bwindimi nuburyo bwo gutumanaho.

Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.

Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Kazoza ka ALiBi Umwanya Kubogama

ALiBi yerekanye ko isano, intera ishingiye kubogamye ikubita umwanya wuzuye gushiramo uburebure rusange, kandi icyo gitekerezo ubu cyinjiye mubishushanyo mbonera bigezweho. Moderi zimwe ziheruka zishira muburyo bwo kuzenguruka (RoPE) aho, ariko ALiBi ikomeza gukundwa cyane aho ikibazo cya extrapolation gikabije kandi cyakoreshejwe mubyitegererezo nka BLOOM na MPT. Witege ko hakomeza kugeragezwa kuvangwa, guhuza kubogama kwintera hamwe no gupima RoPE, mugihe laboratoire isunika Windows yerekeza kuri miriyoni yikimenyetso utarinze kwitoza.

Gushyira mu bikorwa Isi

Guhugura chatbot ku ngero 1.024-token ariko kuyishyira ku nyandiko 4.096-yerekana ibimenyetso utabanje kwitoza, wishingikirije kuri ALiBi yoherezwa hanze.

BLOOM 176B yerekana indimi nyinshi, yemeye ALiBi kugirango ikore imyanya yayo.

Moderi ya MPT ya MosaicML, yakoresheje ALiBi kugirango yamamaze neza uburebure butagira imipaka.

Incamake yamasezerano maremare yemewe arenze icyitegererezo cyambere cyamahugurwa, aho hafi-imiterere ibogamye ikomeza kwitondera.

Uburyo bwo Gushyira mu bikorwa

Umwanya wa ALiBi Kubogama mubikorwa

Guhugura chatbot ku ngero 1.024-token ariko kuyishyira ku nyandiko 4.096-yerekana ibimenyetso utabanje kwitoza, wishingikirije kuri ALiBi yoherezwa hanze.

Guhugura chatbot ku ngero 1.024-token ariko kuyishyira ku nyandiko 4,096-yerekana ibimenyetso utabanje kwitoza, wishingikirije ku makipe ya ALiBi yoherezwa mu mahanga ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.

Umwanya wa ALiBi Kubogama mubikorwa

BLOOM 176B yerekana indimi nyinshi, yemeye ALiBi kugirango ikore imyanya yayo.

Moderi yindimi nyinshi ya BLOOM 176B, yafashe ALiBi kugirango ikore imyanya yamakipe ubusanzwe ibona umusaruro ushimishije mugihe isobanura ibipimo byujuje ubuziranenge imbere, igakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi ikurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.

Umwanya wa ALiBi Kubogama mubikorwa

Moderi ya MPT ya MosaicML, yakoresheje ALiBi kugirango yamamaze neza uburebure butagira imipaka.

Moderi ya MPT ya MosaicML, yakoresheje ALiBi kugirango yamamaze neza uburebure butagira imipaka ku mwanzuro Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.

Umwanya wa ALiBi Kubogama mubikorwa

Incamake yamasezerano maremare yemewe arenze icyitegererezo cyambere cyamahugurwa, aho hafi-imiterere ibogamye ikomeza kwitondera.

Incamake yamasezerano maremare yemewe arenze icyitegererezo cyumwimerere cyamahugurwa, aho hafi-imiterere ibogamye ikomeza kwitondera Amakipe asanzwe abona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.

Ingaruka & Kurinda

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Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.

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Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.

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Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.

Igishushanyo mbonera

1

Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.

Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

2

Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.

Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

3

Komeza kugenzura abantu kugenzura ibisubizo byinshi.

Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

4

Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.

Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

Komeza Ubushakashatsi